{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Finalize all data and plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import subprocess\n",
    "import calibration_func as F\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reading data ...\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "([array([0. , 0.1, 0.2, ..., 0.2, 0.1, 0. ]),\n",
       "  array([ 0. ,  0.1,  0.2, ..., -0.2, -0.1,  0. ]),\n",
       "  array([0. , 0.1, 0. , ..., 0.6, 0.7, 0.8]),\n",
       "  array([ 0.4059 ,  0.41228,  0.41826, ..., -7.56898, -7.57536, -7.57536]),\n",
       "  array([ 0.01874,  0.02273,  0.02711, ...,  0.     , -0.0004 , -0.0004 ]),\n",
       "  array([0.  , 0.06, 0.11, ..., 6.02, 6.22, 6.41]),\n",
       "  array([ 0.  , -0.05, -0.08, ...,  7.71,  7.9 ,  8.09]),\n",
       "  array([ 0.  ,  0.06,  0.11, ..., 23.24, 23.44, 23.64]),\n",
       "  array([-0.06, -0.12, -0.17, ...,  1.19,  0.99,  0.79]),\n",
       "  array([ 0.01121,  0.01421,  0.01944, ..., -0.07402, -0.04935, -0.02467])],\n",
       " [array([ 0.     ,  0.07414,  0.27354, ..., -0.04833, -0.04867, -0.04912]),\n",
       "  array([0.     , 0.0531 , 0.11262, ..., 0.11906, 0.12013, 0.12113]),\n",
       "  array([ 0.     ,  0.03667, -0.00254, ...,  0.06514,  0.06681,  0.06831]),\n",
       "  array([ 0.101,  0.103,  0.105, ..., -0.004, -0.004, -0.004]),\n",
       "  array([ 0.124,  0.181,  0.227, ..., -0.67 , -0.67 , -0.67 ]),\n",
       "  array([-0.045,  0.   ,  0.055, ...,  4.745,  4.77 ,  4.79 ]),\n",
       "  array([-0.43, -0.8 , -1.16, ...,  3.18,  3.19,  3.19]),\n",
       "  array([0.15 , 0.36 , 0.595, ..., 6.235, 6.285, 6.345]),\n",
       "  array([-7.05, -7.94, -8.99, ..., -5.94, -6.68, -7.44]),\n",
       "  array([0.02675, 0.02675, 0.02675, ..., 0.57513, 0.57513, 0.57513])])"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "##### Creating data #####\n",
    "# read raw data\n",
    "print(\"Reading data ...\")\n",
    "names = [\n",
    "    \"NailLongi(DHL)\", \"NailTransWhole(DHL)\", \"NailTransHalf(DHL)\",\n",
    "    \"CLTscrewPerp(HQW)\", \"CLTscrewLongitudinal(HQW)\",\n",
    "    \"Anglebracket-Shear(WXJ)\", \"Anglebracket-Tension(WXJ)\",\n",
    "    \"Holddown-Shear(WXJ)\", \"Holddown-Tension(WXJ)\",\n",
    "    \"GlulamConnectionS1(YXS)\"\n",
    "]\n",
    "\n",
    "ds, fs = [], []  # ds, fs: list of displacements and forces\n",
    "for name in names:\n",
    "    d, f = np.loadtxt(f\"../experiment/{name}.csv\", delimiter=\",\", unpack=True)\n",
    "    ds.append(d)\n",
    "    fs.append(f)\n",
    "    \n",
    "# trim some data\n",
    "trim_dict = {\n",
    "    \"NailTransHalf(DHL)\": 300,\n",
    "    \"Holddown-Shear(WXJ)\": 2400,\n",
    "    \"Anglebracket-Shear(WXJ)\": 1700,\n",
    "    \"Anglebracket-Tension(WXJ)\": 2000,\n",
    "}\n",
    "\n",
    "for i, name in enumerate(names):\n",
    "    if name in trim_dict.keys():\n",
    "        ds[i] = ds[i][:-trim_dict[name]] - ds[i][0]\n",
    "        fs[i] = fs[i][:-trim_dict[name]]\n",
    "\n",
    "ds, fs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# resample data\n",
    "\n",
    "drs, frs = [], []  # drs, frs, resampled displacements and forces\n",
    "for i in range(len(names)):\n",
    "    dr, fr = F.resample(ds[i], fs[i]*1000, 0.01)\n",
    "    drs.append(dr)\n",
    "    frs.append(fr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# parameters\n",
    "ps = [\n",
    "    {\n",
    "        \"params\": [134.0, 147.0, 3.2, 1.0, 1.12, 1.0, 0.15, 1.5, 1.12, 0.51, 0.88, 1423.0, 0.05, 851.0, 8.0, 98.0],  #[88, 129.6, 3.7, 1.1, 1.26, 0.89, 0.11, 0.9, 1.11, 0.35, 0.82, 1411, 0.04, 910, 8.8, 125],\n",
    "        \"model\": \"doweltype_exp\",\n",
    "        \"test\": 0\n",
    "    },\n",
    "    {\n",
    "        \"params\" : [90, 98.9, 4.3, 1.2, 1.09, 1.01, 0.21, 1.6, 1.32, 0.0, 0.66, 823.0, 0.02, 955.0, 10.7, 123.0],\n",
    "        \"model\": \"doweltype_exp\",\n",
    "        \"test\": 1,\n",
    "    },\n",
    "    {\n",
    "        \"params\": [60.0, 114.9, 4.9, 1.3, 1.09, 1.0, 0.06, 0.9, 1.69, 0.26, 0.53, 0.5, 340.0, 0.9, 900.0, 2.5, 1030.0, 10.0, 300.0, -0.9, -600.0, -1.8, -800.0, -4.2, -1020.0, -10.0, -790.0],\n",
    "        \"model\": \"doweltype_pw\",\n",
    "        \"test\": 2,\n",
    "    },\n",
    "    {\n",
    "        \"params\": [423, 0.5, 783, 1.3, 1383, 6.8, 661, 15.0, 0.58, 0.25, -0.08, 0.5, 0.1, 0.9, 0.2, 1.0, 0.1, 0.1, 0.9, 0.9, 1.0, 0.3, 0.3, 0.4, 0.8, 1.0, 100.0],\n",
    "        \"model\": \"pinching4_eng\",\n",
    "        \"test\": 1,\n",
    "    },\n",
    "    {\n",
    "        \"params\": [698, 99, 5.8, 1076, 0.064, -0.005, 1.0, 0.023, 0.71, 1.18],\n",
    "        \"model\": \"SAWS\",\n",
    "        \"test\": 1,\n",
    "    },\n",
    "    {\n",
    "        \"params\": [49.0, 60.2, 3.5, 0.6, 1.06, 1.0, 0.03, 1.3, 0.5, 0.33, 0.46, 0.1, 230.0, 2.3, 490.0, 8.4, 4180.0, 10.8, 5350.0, 20.8, 3400.0, -0.1, -160.0, -2.5, -370.0, -7.2, -1510.0, -17.0, -3480.0],\n",
    "        \"model\": \"doweltype_pw\",\n",
    "        \"test\": 3,\n",
    "    },\n",
    "    {\n",
    "        \"params\": [260., 0.1, 1100., 3.5, 5500., 10.8, 3400., 20.8, -190., -0.1, -470., -2.5, -1636., -8.0, -3696., -17.0,     0.7, 0.1, 0.0, 0.7, 0.1, 0.0,    0.6, 0.3, 1.8, 0.3, 0.0, 0.5, 0.2, 0.7, 0.7, 0.0, 0.4, 0.5, 0.5, 1.1, 0.0, 100.0],\n",
    "        \"model\": \"pinching4_eng\",\n",
    "        \"test\": 3,\n",
    "    },\n",
    "    {\n",
    "        \"params\": [8000., 200., 12., 400., 0.001, -0.001, 3.0, 0.03, 0.5, 1.1],\n",
    "        \"model\": \"SAWS\",\n",
    "        \"test\": 3,\n",
    "    },\n",
    "    {\n",
    "        \"params\": [117, 37.2, 10.3, 1.0, 1.06, 1.01, 0.25, 1.2, 0.97, 0.15, 0.2, 0.3, 560, 4.2, 3220, 11, 3901, 40],\n",
    "        \"model\": \"doweltype_bez\",\n",
    "        \"test\": 4,\n",
    "    },\n",
    "    {\n",
    "        \"params\": [900, 0.1, 3100, 5.8, 4700, 12.5, 3400, 35, 0.64, 0.31, 0.28, 0.6, 0.3, 1.8, 0.3, 1.0, 0.5, 0.2, 0.7, 0.7, 1.0, 0.4, 0.5, 0.5, 1.1, 1.0, 100.0],\n",
    "        \"model\": \"pinching4_eng\",\n",
    "        \"test\": 4,\n",
    "    },\n",
    "    {\n",
    "        \"params\": [685.0, 497.0, 9.2, 2400.0, 0.15, -0.025, 1.6, 0.001, 0.1, 1.03],\n",
    "        \"model\": \"SAWS\",\n",
    "        \"test\": 4,\n",
    "    },\n",
    "    {\n",
    "        \"params\": [445.0,170.0,3.8,1.3,1.03,1.0,0.34,3.2,0.92,0.03,-0.25,3.2,19100.0,15.0,30500.0,34.0,40000.0,520.0,-5.3,-12800.0,-15.2,-25200.0,-43.1,-30400.0,510.0],  #[500.0, 200.0, 2.7, 0.6, 1.04, 1.04, 0.26, 3.9, 0.3, 0.0, -1.7,    4.0, 16000.0, 14.0, 38000.0, 34.0, 40000.0, 260.0,  -5.0, -12000.0, -15.0, -30000.0, -40.0, -34000.0, 260.0],\n",
    "        \"model\": \"doweltype_bez\",\n",
    "        \"test\": 5,\n",
    "    },\n",
    "    {\n",
    "        \"params\": [2000., 300, 2.0, 0.6,  1.05, 1.0, 0.2,  1.0, 0.0, 0.0, 0.35,  1.6, 8540., 22.4, 27330., 44., 44650., 100,   -1., -3100., -17., -54000., -24., -70000., 100],\n",
    "        \"model\": \"doweltype_bez\",\n",
    "        \"test\": 6,\n",
    "    },\n",
    "    {\n",
    "        \"params\": [473.0, 105.0, 2.7, 1.1, 1.04, 1.04, 0.27, 3.9, 0.13, 0.0, 0.18, 2.0, 5000.0, 14.0, 17000.0, 34.0, 22700.0, 260.0],\n",
    "        \"model\": \"doweltype_bez\",\n",
    "        \"test\": 7,\n",
    "    },\n",
    "    {\n",
    "        \"params\": [1000., 100, 4.0, 0.6,  1.05, 1.0, 0.1,  1.0, 0.0, 0.0, 0.02,    2.0, 3000.0, 30.0, 32000.0, 35.0, 35000.0, 1000., -2., -3000.0, -4.0, -8000.0, -12.0, -55000.0, 100.],\n",
    "        \"model\": \"doweltype_bez\",\n",
    "        \"test\": 8,\n",
    "    },\n",
    "    {\n",
    "        \"params\": [305.0,621.2,3.7,1.2,1.02,1.0,0.06,2.7,0.76,0.2,0.0,0.02,580.0,2.5,4200.0,4.4,17300.0,7.0,23700.0,10.0,16000.0,-0.09,-790.0,-2.2,-3900.0,-5.0,-14100.0,-5.2,-16500.0,-10.0,-7000.0],\n",
    "        \"model\": \"doweltype_pw\",\n",
    "        \"test\": 9,\n",
    "    },\n",
    "    {\n",
    "        \"params\": [680.0,0.04,6570.0,3.2,26000.0,6.6,16000.0,10.0,-710.0,-0.04,-5230.0,-2.6,-18000.0,-6.0,-7000.0,-10.0,0.62,0.1,0.03,0.61,0.14,-0.01,0.6,0.5,1.8,0.8,1.0,0.1,0.1,1.4,1.7,1.0,0.3,0.3,1.8,1.6,1.0,100.0],\n",
    "        \"model\": \"pinching4_eng\",\n",
    "        \"test\": 9,\n",
    "    },\n",
    "    {\n",
    "        \"params\": [2.2, 10.0, 14701.0, 923.0, 4.0, 14746.0, 0.054, -0.002, 2.0, 0.006, 0.58, 1.07],\n",
    "        \"model\": \"gap_saws\",\n",
    "        \"test\": 9,\n",
    "    }\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving parameters ...\n",
      "Done\n"
     ]
    }
   ],
   "source": [
    "# save data: params\n",
    "print(\"Saving parameters ...\")\n",
    "table_d, table_p, table_s = [], [], []\n",
    "col_d, col_p, col_s = [], [], []\n",
    "for p in ps:\n",
    "    if p['model'] == \"doweltype_exp\":\n",
    "        table_d.append(p['params'] + [None]*(50-len(p['params'])))\n",
    "        col_d.append(f\"S{p['test']+1}\")\n",
    "    elif p['model'] == \"doweltype_bez\":\n",
    "        table_d.append(p['params'][:11] + [None]*5 + p['params'][11:] + [None]*(50-5-len(p['params'])))\n",
    "        col_d.append(f\"S{p['test']+1}\")\n",
    "    elif p['model'] == \"doweltype_pw\":\n",
    "        table_d.append(p['params'][:11] + [None]*19 + p['params'][11:] + [None]*(50-19-len(p['params'])))\n",
    "        col_d.append(f\"S{p['test']+1}\")\n",
    "    elif p['model'] == \"pinching4_eng\" and len(p['params']) == 27:\n",
    "        table_p.append(p['params'][:8] + [None]*8 + p['params'][8:11] + [None]*3 + p['params'][11:])\n",
    "        col_p.append(f\"S{p['test']+1}\")\n",
    "    elif p['model'] == \"pinching4_eng\":\n",
    "        table_p.append(p['params'])\n",
    "        col_p.append(f\"S{p['test']+1}\")\n",
    "    elif p['model'] == 'SAWS':\n",
    "        table_s.append(p['params'])\n",
    "        col_s.append(f\"S{p['test']+1}\")\n",
    "    elif p['model'] == \"gap_saws\":\n",
    "        table_s.append(p['params'][2:])\n",
    "        col_s.append(f\"S{p['test']+1}\")\n",
    "\n",
    "\n",
    "def format_data(data, precision):\n",
    "    res = []\n",
    "    for i in range(len(precision)):\n",
    "        res.append(f\"{data[i]:.{precision[i]}f}\" if data[i] is not None else \"NAN\")\n",
    "    return res\n",
    "\n",
    "\n",
    "precision_d = [0, 1, 1, 1, 2, 2, 2, 1, 2, 2, 2,     0, 2, 0, 1, 0,     1, 0, 1, 0, 1, 0, 0,  1, 0, 1, 0, 1, 0, 0,     1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0]\n",
    "precision_p = [0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0]\n",
    "precision_s = [0, 0, 1, 0, 3, 3, 1, 3, 2, 2]\n",
    "\n",
    "index_d = [\"Fi0\", \"Kp0\", \"Ru0\", \"c\", \"beta\", \"gamma\", \"eta\", \"Dy\", \"alpha_p\", \"alpha_u\", \"alpha_r\", \"K0\", \"R1\", \"F0\", \"Dc\", \"Kd\", \"Dc1P\", \"Fc1P\", \"Dc2P\", \"Fc2P\", \"DcP\", \"FcP\", \"KdP\", \"Dc1N\", \"Fc1N\", \"Dc2N\", \"Fc2N\", \"DcN\", \"FcN\", \"KdN\",  \"D1\", \"F1\", \"D2\", \"F2\", \"D3\", \"F3\", \"D4\", \"F4\", \"D5\", \"F5\", \"D6\", \"F6\", \"D7\", \"F7\", \"D8\", \"F8\", \"D9\", \"F9\", \"D10\", \"F10\"]\n",
    "index_p = [\"ePf1\", \"ePd1\", \"ePf2\", \"ePd2\", \"ePf3\", \"ePd3\", \"ePf4\", \"ePd4\", \"eNf1\", \"eNd1\", \"eNf2\", \"eNd2\", \"eNf3\", \"eNd3\", \"eNf4\", \"eNd4\", \"rDispP\", \"rForceP\", \"uForceP\", \"rDispN\", \"rForceN\", \"uForceN\", \"gK1\", \"gK2\", \"gK3\", \"gK4\", \"gKLim\", \"gD1\", \"gD2\", \"gD3\", \"gD4\", \"gDLim\", \"gF1\", \"gF2\", \"gF3\", \"gF4\", \"gFLim\", \"gE\"]\n",
    "index_s = [\"F0\", \"FI\", \"DU\", \"S0\", \"R1\", \"R2\", \"R3\", \"R4\", \"alpha\", \"beta\"]\n",
    "\n",
    "nd_d = np.vstack([format_data(d, precision_d) for d in table_d]).T\n",
    "nd_p = np.vstack([format_data(d, precision_p) for d in table_p]).T\n",
    "nd_s = np.vstack([format_data(d, precision_s) for d in table_s]).T\n",
    "\n",
    "df_d = pd.DataFrame(data=nd_d, columns=col_d, index=index_d)\n",
    "df_p = pd.DataFrame(data=nd_p, columns=col_p, index=index_p)\n",
    "df_s = pd.DataFrame(data=nd_s, columns=col_s, index=index_s)\n",
    "df_d.to_csv(\"tables/Table-A1-DowelType.csv\")\n",
    "df_p.to_csv(\"tables/Table-A2-Pinching4.csv\")\n",
    "df_s.to_csv(\"tables/Table-A3-SAWS.csv\")\n",
    "print(\"Done\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running models ...\n",
      "Running doweltype_exp with 1 mats and 1 protocols.\n",
      "Running doweltype_exp with 1 mats and 1 protocols.\n",
      "Running doweltype_pw with 1 mats and 1 protocols.\n",
      "Running pinching4_eng with 1 mats and 1 protocols.\n",
      "Running SAWS with 1 mats and 1 protocols.\n",
      "Running doweltype_pw with 1 mats and 1 protocols.\n",
      "Running pinching4_eng with 1 mats and 1 protocols.\n",
      "Running SAWS with 1 mats and 1 protocols.\n",
      "Running doweltype_bez with 1 mats and 1 protocols.\n",
      "Running pinching4_eng with 1 mats and 1 protocols.\n",
      "Running SAWS with 1 mats and 1 protocols.\n",
      "Running doweltype_bez with 1 mats and 1 protocols.\n",
      "Running doweltype_bez with 1 mats and 1 protocols.\n",
      "Running doweltype_bez with 1 mats and 1 protocols.\n",
      "Running doweltype_bez with 1 mats and 1 protocols.\n",
      "Running doweltype_pw with 1 mats and 1 protocols.\n",
      "Running pinching4_eng with 1 mats and 1 protocols.\n",
      "Running gap_saws with 1 mats and 1 protocols.\n"
     ]
    }
   ],
   "source": [
    "# run models\n",
    "print(\"Running models ...\")\n",
    "for p in ps:\n",
    "    f, = F.run_model(p['model'], [p['params']], [drs[p['test']]])\n",
    "    p['fs'] = f.flatten()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10065</th>\n",
       "      <td>10</td>\n",
       "      <td>-0.12336</td>\n",
       "      <td>0.860458</td>\n",
       "      <td>SAWS-Gap</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10066</th>\n",
       "      <td>10</td>\n",
       "      <td>-0.09869</td>\n",
       "      <td>0.862517</td>\n",
       "      <td>SAWS-Gap</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10067</th>\n",
       "      <td>10</td>\n",
       "      <td>-0.07402</td>\n",
       "      <td>0.864576</td>\n",
       "      <td>SAWS-Gap</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10068</th>\n",
       "      <td>10</td>\n",
       "      <td>-0.02467</td>\n",
       "      <td>0.868696</td>\n",
       "      <td>SAWS-Gap</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10069</th>\n",
       "      <td>10</td>\n",
       "      <td>-0.02467</td>\n",
       "      <td>0.868696</td>\n",
       "      <td>SAWS-Gap</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>557824 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Specimen  Deformation      Load      From\n",
       "0             1      0.00000  0.000000      Test\n",
       "1             1      0.00000  0.000000      Test\n",
       "2             1      0.20000  0.273540      Test\n",
       "3             1      0.20000  0.273540      Test\n",
       "4             1      0.10000  0.040720      Test\n",
       "...         ...          ...       ...       ...\n",
       "10065        10     -0.12336  0.860458  SAWS-Gap\n",
       "10066        10     -0.09869  0.862517  SAWS-Gap\n",
       "10067        10     -0.07402  0.864576  SAWS-Gap\n",
       "10068        10     -0.02467  0.868696  SAWS-Gap\n",
       "10069        10     -0.02467  0.868696  SAWS-Gap\n",
       "\n",
       "[557824 rows x 4 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# save hysteresis\n",
    "label = {\n",
    "    \"doweltype_exp\": \"DowelType\",\n",
    "    \"doweltype_bez\": \"DowelType\",\n",
    "    \"doweltype_pw\": \"DowelType\",\n",
    "    \"pinching4_eng\": \"Pinching4\",\n",
    "    \"SAWS\": \"SAWS\",\n",
    "    \"gap_saws\": \"SAWS-Gap\"\n",
    "}\n",
    "dfs = []\n",
    "for i in range(len(drs)):\n",
    "    dfs.append(pd.DataFrame({\n",
    "        \"Specimen\": i+1,\n",
    "        \"Deformation\": drs[i],\n",
    "        \"Load\": np.array(frs[i])/1000,\n",
    "        \"From\": \"Test\",\n",
    "    }))\n",
    "for p in ps:\n",
    "    dfs.append(pd.DataFrame({\n",
    "        \"Specimen\": p['test']+1,\n",
    "        \"Deformation\": drs[p['test']],\n",
    "        \"Load\": p['fs']/1000,\n",
    "        \"From\": label[p['model']],\n",
    "    }))\n",
    "df = pd.concat(dfs)\n",
    "df.to_csv(\"tables/Supplemental-Hysteresis.csv\", float_format=\"%.2f\", index=False)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 538.56x180 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 396x345.6 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot figures\n",
    "plt.style.use(\"elsevier.mplstyle\")\n",
    "\n",
    "def plot_hyst(axis, specimen, items, trim=False, anno=True):\n",
    "    res = []\n",
    "    i = 0\n",
    "    if trim:\n",
    "        df1 = df[(df['From']==\"Test\") & (df['Specimen']==specimen)]\n",
    "        maxload = max(abs(df1['Load']))\n",
    "        while df1['Load'][i] < maxload * 0.8:\n",
    "            i += 1\n",
    "    for item in items:\n",
    "        df1 = df[(df['From']==item) & (df['Specimen']==specimen)]\n",
    "        if trim:\n",
    "            df1 = df1[:i]\n",
    "        res.append(df1)\n",
    "        axis.plot(df1['Deformation'], df1['Load'], label=item)\n",
    "        if anno:\n",
    "            axis.set_title(f\"Specimen {specimen}\")\n",
    "            axis.set_xlabel(\"Displacement (mm)\")\n",
    "            axis.set_ylabel(\"Force (kN)\")\n",
    "    return res\n",
    "\n",
    "\n",
    "# specimen 1,2,3\n",
    "fig, ax = plt.subplots(1, 3, figsize=(7.48, 2.5))\n",
    "plot_hyst(ax[0], 1, ['Test', 'DowelType'])\n",
    "plot_hyst(ax[1], 2, ['Test', 'DowelType'])\n",
    "plot_hyst(ax[2], 3, ['Test', 'DowelType'])\n",
    "for axis in ax.flatten():\n",
    "    axis.legend()\n",
    "    axis.grid()\n",
    "plt.savefig(\"figures/HystNail.jpg\", dpi=600, quality=95)\n",
    "\n",
    "# specimen 4,5,6,7\n",
    "fig, ax = plt.subplots(2, 2, figsize=(5.5, 4.8))\n",
    "plot_hyst(ax[0,0], 6, ['Test', 'DowelType'])\n",
    "plot_hyst(ax[0,1], 7, ['Test', 'DowelType'])\n",
    "plot_hyst(ax[1,0], 8, ['Test', 'DowelType'])\n",
    "plot_hyst(ax[1,1], 9, ['Test', 'DowelType'])\n",
    "for axis in ax.flatten():\n",
    "    axis.legend()\n",
    "    axis.grid()\n",
    "plt.savefig(\"figures/HystCLT.jpg\", dpi=600, quality=95)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/mnt/c/Users/Hanlin/SynologyDrive/科研/200820DowelType/calibration/calibration_func.py:370: RuntimeWarning: invalid value encountered in true_divide\n",
      "  err = abs(cumsum_t - cumsum_m) / abs(cumsum_t)\n",
      "/mnt/c/Users/Hanlin/SynologyDrive/科研/200820DowelType/calibration/calibration_func.py:383: RuntimeWarning: invalid value encountered in true_divide\n",
      "  return distance, np.cumsum(diff) / np.cumsum(abs(tfs))\n",
      "<ipython-input-9-2ea39a7a2a1e>:66: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n",
      "  fig.savefig(\"figures/CalibrationS2.jpg\", dpi=600)\n",
      "<ipython-input-9-2ea39a7a2a1e>:68: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n",
      "  fig.savefig(\"figures/CalibrationS4.jpg\", dpi=600)\n",
      "<ipython-input-9-2ea39a7a2a1e>:70: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n",
      "  fig.savefig(\"figures/CalibrationS5.jpg\", dpi=600)\n",
      "<ipython-input-9-2ea39a7a2a1e>:72: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n",
      "  fig.savefig(\"figures/CalibrationS10.jpg\", dpi=600)\n",
      "/home/hanlin/anaconda3/lib/python3.8/site-packages/IPython/core/pylabtools.py:132: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 538.56x324 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 538.56x324 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 538.56x324 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 538.56x324 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Figure 2: specimen 2\n",
    "import matplotlib.gridspec as gridspec\n",
    "\n",
    "\n",
    "def plot_compare(test):\n",
    "    f = plt.figure(figsize=(7.48, 4.5))\n",
    "    gs = gridspec.GridSpec(1, 2, figure=f, width_ratios=(4, 1), top=0.95, bottom=0.12, left=0.07, right=0.97, wspace=0.14)\n",
    "    gs0 = gs[0].subgridspec(2, 3, hspace=0.34, wspace=0.1)\n",
    "    gs1 = gs[1].subgridspec(3, 1, hspace=0.14)\n",
    "    ax00 = f.add_subplot(gs0[0, 0])\n",
    "    ax01 = f.add_subplot(gs0[0, 1], sharey=ax00)\n",
    "    ax02 = f.add_subplot(gs0[0, 2], sharey=ax00)\n",
    "    ax10 = f.add_subplot(gs0[1, 0])\n",
    "    ax11 = f.add_subplot(gs0[1, 1], sharey=ax10)\n",
    "    ax12 = f.add_subplot(gs0[1, 2], sharey=ax10)\n",
    "    ax20 = f.add_subplot(gs1[0])\n",
    "    ax21 = f.add_subplot(gs1[1], sharex=ax20)\n",
    "    ax22 = f.add_subplot(gs1[2], sharex=ax20)\n",
    "    plt.setp(ax01.get_yticklabels(), visible=False)\n",
    "    plt.setp(ax02.get_yticklabels(), visible=False)\n",
    "    plt.setp(ax11.get_yticklabels(), visible=False)\n",
    "    plt.setp(ax12.get_yticklabels(), visible=False)\n",
    "    plt.setp(ax20.get_xticklabels(), visible=False)\n",
    "    plt.setp(ax21.get_xticklabels(), visible=False)\n",
    "    t, d = plot_hyst(ax00, test, [\"Test\", \"DowelType\"], anno=False)\n",
    "    _, p = plot_hyst(ax01, test, [\"Test\", \"Pinching4\"], anno=False)\n",
    "    _, s = plot_hyst(ax02, test, [\"Test\", \"SAWS\" if test != 10 else \"SAWS-Gap\"], anno=False)\n",
    "    plot_hyst(ax10, test, [\"Test\", \"DowelType\"], trim=True, anno=False)\n",
    "    plot_hyst(ax11, test, [\"Test\", \"Pinching4\"], trim=True, anno=False)\n",
    "    plot_hyst(ax12, test, [\"Test\", \"SAWS\" if test != 10 else \"SAWS-Gap\"], trim=True, anno=False)\n",
    "    for axis in [ax00, ax01, ax02, ax10, ax11, ax12]:\n",
    "        axis.set_xlabel(\"Displacement (mm)\" if test != 10 else \"Rotation (×$10^{-2}$ rad)\")\n",
    "        axis.legend(fontsize=\"x-small\")\n",
    "        axis.grid()\n",
    "    ax00.set_ylabel(\"Force (kN)\" if test != 10 else \"Moment (kN∙m)\")\n",
    "    ax10.set_ylabel(\"Force (kN)\" if test != 10 else \"Moment (kN∙m)\")\n",
    "    ax01.set_title(\"All data points\")\n",
    "    ax11.set_title(\"Part of data points\")\n",
    "    data = (d, p, s)\n",
    "    dis, engtest = F.cumenergy(t['Deformation'], t['Load'])\n",
    "    eng = [F.cumenergy(df['Deformation'], df['Load'])[1] for df in data]\n",
    "    err1 = [F.err_cumenergy(t['Deformation'], t['Load'], df['Load'])[1] for df in data]\n",
    "    err2 = [F.err_cumforce(t['Deformation'], t['Load'], df['Load'])[1] for df in data]\n",
    "    labels = [\"DowelType\", \"Pinching4\", \"SAWS\" if test != 10 else \"SAWS-Gap\"]\n",
    "    for i in range(3):\n",
    "        ax20.plot(dis if test != 10 else np.array(dis)/100, eng[i] if test != 10 else np.array(eng[i])*0.01, label=labels[i])\n",
    "        ax21.plot(dis if test != 10 else np.array(dis)/100, err1[i]*100, label=labels[i])\n",
    "        ax22.plot(dis if test != 10 else np.array(dis)/100, err2[i]*100, label=labels[i])\n",
    "    ax20.plot(dis if test != 10 else np.array(dis)/100, engtest if test != 10 else engtest*0.01, label=\"Test\")\n",
    "    ax20.set_ylabel(\"Energy (J)\" if test != 10 else \"Energy (kJ)\")\n",
    "    ax21.set_ylabel(\"CEE (%)\")\n",
    "    ax22.set_ylabel(\"CFE (%)\")\n",
    "    ax20.set_xlim([0, None])\n",
    "    ax20.set_ylim([0, None])\n",
    "    ax21.set_ylim([0, 80])\n",
    "    ax22.set_ylim([0, 80])\n",
    "    ax22.set_xlabel(\"Distance (mm)\" if test != 10 else \"Cumulative rotation (rad)\")\n",
    "    for axis in [ax20, ax21, ax22]:\n",
    "        axis.legend(fontsize=\"xx-small\")\n",
    "    ax11.annotate(\"(a) Hysteresis\", xy=(0.41, 0.02), xycoords=\"figure fraction\", ha=\"center\", va=\"bottom\")\n",
    "    ax22.annotate(\"(b) Error\", xy=(0.89, 0.02), xycoords=\"figure fraction\", ha=\"center\", va=\"bottom\")\n",
    "    return f\n",
    "\n",
    "\n",
    "fig = plot_compare(2)\n",
    "fig.savefig(\"figures/CalibrationS2.jpg\", dpi=600)\n",
    "fig = plot_compare(4)\n",
    "fig.savefig(\"figures/CalibrationS4.jpg\", dpi=600)\n",
    "fig = plot_compare(5)\n",
    "fig.savefig(\"figures/CalibrationS5.jpg\", dpi=600)\n",
    "fig = plot_compare(10)\n",
    "fig.savefig(\"figures/CalibrationS10.jpg\", dpi=600)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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